{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gym\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import sys\n",
    "from collections import defaultdict\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "if \"../\" not in sys.path:\n",
    "    sys.path.append(\"../\") \n",
    "from lib.envs.blackjack import BlackjackEnv\n",
    "from lib import plotting\n",
    "\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = BlackjackEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_random_policy(nA):\n",
    "    \"\"\"\n",
    "    Creates a random policy function.\n",
    "    \n",
    "    Args:\n",
    "        nA: Number of actions in the environment.\n",
    "    \n",
    "    Returns:\n",
    "        A function that takes an observation as input and returns a vector\n",
    "        of action probabilities\n",
    "    \"\"\"\n",
    "    A = np.ones(nA, dtype=float) / nA\n",
    "    def policy_fn(observation):\n",
    "        return A\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_greedy_policy(Q, epsilon):\n",
    "    \"\"\"\n",
    "    Creates a greedy policy based on Q values.\n",
    "    \n",
    "    Args:\n",
    "        Q: A dictionary that maps from state -> action values\n",
    "        \n",
    "    Returns:\n",
    "        A function that takes an observation as input and returns a vector\n",
    "        of action probabilities.\n",
    "    \"\"\"\n",
    "    def policy_fn(observation):\n",
    "        \n",
    "        action_values = Q[observation]\n",
    "        best_action = np.argmax(action_values)\n",
    "        return np.eye(len(action_values))[best_action]\n",
    "        \n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mc_control_importance_sampling(env, num_episodes, behaviour_policy, discount_factor=1.0):\n",
    "    \"\"\"\n",
    "    Monte Carlo Control Off-Policy Control using Weighted Importance Sampling.\n",
    "    Finds an optimal greedy policy.\n",
    "    \n",
    "    Args:\n",
    "        env: OpenAI gym environment.\n",
    "        num_episodes: Number of episodes to sample.\n",
    "        behavior_policy: The behavior to follow while generating episodes.\n",
    "            A function that given an observation returns a vector of probabilities for each action.\n",
    "        discount_factor: Gamma discount factor.\n",
    "    \n",
    "    Returns:\n",
    "        A tuple (Q, policy).\n",
    "        Q is a dictionary mapping state -> action values.\n",
    "        policy is a function that takes an observation as an argument and returns\n",
    "        action probabilities. This is the optimal greedy policy.\n",
    "    \"\"\"\n",
    "    \n",
    "    # Number of actions\n",
    "    nA = env.action_space.n\n",
    "    \n",
    "    # Action Value function to be returned\n",
    "    Q = defaultdict(lambda: np.zeros(nA))\n",
    "    \n",
    "    # The optimal policy to be returned\n",
    "    policy = create_greedy_policy(Q)\n",
    "    \n",
    "    # store the number of times each state is visited \n",
    "    returns_num = defaultdict(float) \n",
    "        \n",
    "    for episode in range(1, num_episodes + 1):\n",
    "        \n",
    "        if(episode % 100000 == 0):\n",
    "            print('Running episode #{}...'.format(episode))\n",
    "        \n",
    "        # store the eligibility trace corresponding to each state-action pair for each episode\n",
    "        eligibility_traces = defaultdict(float)\n",
    "        \n",
    "        # store the reward corresponding to each state-action for each episode\n",
    "        episode_rewards = defaultdict(float)\n",
    "                \n",
    "        terminated = False\n",
    "        state = env.reset()\n",
    "        \n",
    "        # termination condition\n",
    "        while not terminated:\n",
    "            \n",
    "            # sample the action from the epsilon greedy policy\n",
    "            action = np.random.choice(nA, p=behaviour_policy(state))\n",
    "            \n",
    "            # target is the greedy policy\n",
    "            greedy_action = np.argmax(policy(state))\n",
    "            \n",
    "            # exit if the target action doesn't match the action chosen by the behaviour policy\n",
    "            if(action != greedy_action):\n",
    "                break\n",
    "            \n",
    "            # update the eligibility trace for the state-action pairs already visited in the episode \n",
    "            for (_state, _action) in eligibility_traces:\n",
    "                \n",
    "                eligibility_traces[(_state, _action)] *= discount_factor\n",
    "            \n",
    "            # add a new state-action pair to the dictionary if it's not been visited before\n",
    "            if (state, action) not in eligibility_traces:\n",
    "                \n",
    "                eligibility_traces[(state, action)] = 1.0\n",
    "                returns_num[(state, action)] += 1\n",
    "                \n",
    "                \n",
    "            # perform the action in the environment\n",
    "            next_state, reward, terminated, _ = env.step(action)\n",
    "            \n",
    "            # update the reward for each state-action pair\n",
    "            for (_state, _action) in eligibility_traces:\n",
    "                \n",
    "                # since the action of the action chosen for the current state is 1 for our target \n",
    "                # policy (since it is a greedy policy), we can simply divide by the \n",
    "                # action value corresponding to the behaviour policy \n",
    "                episode_rewards[(_state, _action)] += eligibility_traces[(_state, _action)] * reward / behaviour_policy(state)[action]\n",
    "            \n",
    "            # update the current state\n",
    "            state = next_state\n",
    "        \n",
    "        # update the action value function using incremental mean method\n",
    "        for (state, action) in episode_rewards:\n",
    "            Q[state][action] += (episode_rewards[(state, action)] - Q[state][action]) / returns_num[(state, action)]\n",
    "        \n",
    "        # Policy Improvement\n",
    "        policy = create_greedy_policy(Q)\n",
    "            \n",
    "    return Q, policy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running episode #100000...\n",
      "Running episode #200000...\n",
      "Running episode #300000...\n",
      "Running episode #400000...\n",
      "Running episode #500000...\n"
     ]
    }
   ],
   "source": [
    "random_policy = create_random_policy(env.action_space.n)\n",
    "Q, policy = mc_control_importance_sampling(env, num_episodes=500000, behaviour_policy=random_policy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde3a7bcf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fde3a7e3b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For plotting: Create value function from action-value function\n",
    "# by picking the best action at each state\n",
    "V = defaultdict(float)\n",
    "for state, action_values in Q.items():\n",
    "    action_value = np.max(action_values)\n",
    "    V[state] = action_value\n",
    "plotting.plot_value_function(V, title=\"Optimal Value Function\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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